{"id":"W4403503789","doi":"10.5539/hes.v14n4p144","title":"The Development of Innovative Learning Management Model for Early Childhood Teachers","year":2024,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Faculty development; Psychology; Early childhood education; Teaching method; Professional development; Early childhood; Pedagogy; Medical education; Developmental psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002864457,0.0002749814,0.0001937423,0.0009074035,0.0008016163,0.002494742,0.001112317,0.0004624052,0.00134896],"category_scores_gemma":[0.005023137,0.0001906064,0.0003590687,0.0005129476,0.0008106199,0.001655838,0.001160171,0.0006658155,0.0001952302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003353826,"about_ca_system_score_gemma":0.004906665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01257385,"about_ca_topic_score_gemma":0.01586034,"domain_scores_codex":[0.9987969,0.00066377,0.00004456883,0.0001175039,0.0002679606,0.0001091905],"domain_scores_gemma":[0.9978852,0.0009709766,0.0002696212,0.0001898707,0.0005007124,0.0001835631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002564737,0.002620177,0.2508133,0.0003480814,0.00007315081,0.0007515552,0.03722492,0.04201081,0.005225628,0.2018404,0.004340477,0.454495],"study_design_scores_gemma":[0.0003037062,0.001711347,0.1391114,0.0006124786,0.0001504767,0.0007506729,0.05745867,0.6474641,0.008655139,0.09018942,0.05344205,0.0001504793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8568366,0.0001124414,0.1043492,0.001107388,0.00001493236,0.0005155571,0.0000744754,0.0002191345,0.03677042],"genre_scores_gemma":[0.9272276,0.0000653082,0.06996501,0.00003306358,0.000002015572,0.0002821447,0.00007108012,0.000008453349,0.002345292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01257385,"threshold_uncertainty_score":0.02500129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06767121493830787,"score_gpt":0.4161526834739567,"score_spread":0.3484814685356489,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}